{"id":"W3135177098","doi":"10.1029/2020gl091883","title":"The Climate Response to Emissions Reductions Due to COVID‐19: Initial Results From CovidMIP","year":2021,"lang":"en","type":"article","venue":"Geophysical Research Letters","topic":"COVID-19 impact on air quality","field":"Environmental Science","cited_by":95,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"National Key Research and Development Program of China; Japan Agency for Marine-Earth Science and Technology; European Commission; Goddard Space Flight Center; Sight Research UK; Natural Environment Research Council; Center for Neuroscience and Regenerative Medicine; Met Office; Ministry of Education, Culture, Sports, Science and Technology; Department for Environment, Food and Rural Affairs, UK Government; National Aeronautics and Space Administration","keywords":"Environmental science; Atmospheric sciences; Shortwave radiation; Greenhouse gas; Climate model; Aerosol; Shortwave; Coronavirus disease 2019 (COVID-19); Climatology; Climate change; Air quality index; Ozone; Meteorology; Radiative transfer; Radiation; Geography; Geology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002027435,0.0009085836,0.0007796977,0.0003694146,0.0008665506,0.0009897127,0.0009929418,0.001191146,0.00126912],"category_scores_gemma":[0.002520313,0.0003760212,0.001270924,0.0006192945,0.0005882342,0.0008258463,0.00105239,0.001721946,0.0002199865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001545155,"about_ca_system_score_gemma":0.001056243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06211233,"about_ca_topic_score_gemma":0.04029443,"domain_scores_codex":[0.9993524,0.0002392657,0.00002491559,0.0001258386,0.0001049468,0.0001526927],"domain_scores_gemma":[0.9987743,0.0005299115,0.00007438096,0.0001967263,0.0002520904,0.0001725062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001042769,0.0006070266,0.05156282,0.0001032758,0.0004361365,0.00025554,0.0001140681,0.92637,0.004723332,0.001215682,0.005317688,0.008251725],"study_design_scores_gemma":[0.0008860261,0.001319469,0.103344,0.00003788211,0.000239738,0.00006657913,0.0004901093,0.8724073,0.01329768,0.002455949,0.005306142,0.0001491345],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886938,0.0001529936,0.001299922,0.0005103067,0.00004224493,0.00005872269,0.00433826,0.0003070872,0.004596734],"genre_scores_gemma":[0.9932961,0.00006746213,0.002107356,0.0001082892,0.00001786197,0.00006297103,0.003963412,0.00004991591,0.0003265354],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06211233,"threshold_uncertainty_score":0.1235016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.100012535523313,"score_gpt":0.4373655235144764,"score_spread":0.3373529879911634,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}